Custom Data Infrastructure & OCR Pipelines.

We engineer proprietary backend systems for high-volume financial, real estate, and operational teams to eliminate manual data entry.

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The Engine Room

DSCR Automated Parsing Engine

Data Architecture Pipeline

From Chaos to JSON in Milliseconds.

A deterministic, three-phase approach to transforming unstructured legacy documents into actionable, synced database entries.

PHASE_01

Raw Ingestion

Automated listeners capture unstructured inputs—messy multi-page PDFs, scanned images, or direct email triggers—dropping them instantly into the secure processing queue.

PHASE_02

Extraction & Processing

Custom Python parsing logic and proprietary OCR engines execute precise business rules, verifying extracted data against strict validation schemas to guarantee accuracy.

PHASE_03

Native LOS/CRM Sync

Clean, structured JSON payloads are delivered straight into your existing systems via API—Salesforce, HubSpot, or proprietary Loan Origination Software.

Incoming Raw Payload (Unstructured PDF Source)

3248914-STATEMENT-OF-ACCT.PDF... PAGE 1 OF 14... MORTGAGEE: JP MORGAN CHASE... ACCT# XXXXXXXX1234... PROP ADDRESS: 1234 ELM ST, TX 75001... NOI: 12450.00... GROSS RENT MULTIPLIER: 8.5... TAX ASSESSED: 3450.00... ...0101010101111000...

Parsed & Validated Output (Structured JSON Schema)

{
  "document_type": "Bank Statement",
  "confidence_score": 0.998,
  "calculated_monthly_income": 14250.00,
  "dscr_ratio": 1.35,
  "property_address": {
    "street": "1234 Elm St",
    "state": "TX",
    "zip": "75001"
  },
  "verified": true
}

The ROI Efficiency Ledger

Legacy Operations vs. Qeiva Engine

Operational Metric	Manual Processing (Legacy)	The Qeiva Engine
Error Margin	High risk (Human fatigue)	0.0% (Deterministic logic)
Processing Speed	Days / Weeks	Milliseconds
Scalability	Requires hiring/training	Infinite (Serverless architecture)
Operational Cost	Variable & Increasing	Fixed & Predictable

Enterprise Governance & Data Isolation

Engineered to meet compliance frameworks for highly regulated financial and legal environments.

Stateless Processing (Zero-Retention)

Our infrastructure operates entirely in memory. Document payloads are processed via ephemeral, stateless serverless pipelines and destroyed immediately post-extraction. Zero data persistence.

End-to-End Encryption

All data interactions utilize Transport Layer Security (TLS 1.3) in transit and Advanced Encryption Standard (AES-256) for internal architectural isolation.

Deterministic Guardrails

Strict runtime verification schemas isolate anomalies and flag data inconsistencies before payloads are pushed to production API endpoints, preventing dirty data injection.

Operational Architecture FAQ

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